OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	4

Best RESULT, min (total: 4)

a	b	RESULT
66.60332857223077	23.666213638087175	90.2695422103

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	2	2

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
a	range	5	100	float	No
b	range	5	100	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-07 11:36:20 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 90.2695422103, finishing jobs, finished 1 job

Git-Version

Commit: 0d4e0758d6588243350065bfadd9ed31c306e128 (9072-1-g0d4e0758d)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,a,b
0,1762515333,2,882b10ee-b5c0-4c03-b10a-1aa0661604ac,1762515335,1762515341,6,perl -e 'print "RESULT: " . (55.21883249282836914062 + 42.07853451371192932129)',0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,97.297367006499996477941749617457,55.218832492828369140625,42.0785345137119293212890625
1,1762515344,2,882b10ee-b5c0-4c03-b10a-1aa0661604ac,1762515346,1762515352,6,perl -e 'print "RESULT: " . (28.38808949105441570282 + 85.40783129166811704636)',0,,runnervmf2e7y,1_0,COMPLETED,SOBOL,113.795920782699994333597715012729,28.38808949105441570281982421875,85.407831291668117046356201171875
2,1762515357,2,882b10ee-b5c0-4c03-b10a-1aa0661604ac,1762515359,1762515365,6,perl -e 'print "RESULT: " . (66.60332857223076530317 + 23.66621363808717504185)',0,,runnervmf2e7y,2_0,COMPLETED,BOTORCH_MODULAR,90.269542210300002693657006602734,66.603328572230765303174848668277,23.666213638087175041846421663649
3,1762515369,2,882b10ee-b5c0-4c03-b10a-1aa0661604ac,1762515371,1762515377,6,perl -e 'print "RESULT: " . (96.84082448249746732927 + 10.5753119522207938985)',0,,runnervmf2e7y,3_0,COMPLETED,BOTORCH_MODULAR,107.416136434717998326959786936641,96.840824482497467329267237801105,10.575311952220793898504780372605


========================================================================

Current git-hash: 0d4e0758d6588243350065bfadd9ed31c306e128 (last fully tested stable version 1 commit ago [c955bd1d9501575813a68affecbc1a05d9ab35ef, 9072])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-07 11:35:29] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: fee0c381-b300-4f6a-a134-7ea7e1236638
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
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omniopt --partition=alpha --experiment_name=multiplication_constraint --mem_gb=10 --time=60 --worker_timeout=60 --max_eval=4 --num_parallel_jobs=4 --gpus=0 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --parameter a range 5 100 float false --parameter b range 5 100 float false --experiment_constraints YSAqIGIgPj0gMTA=
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiplication_constraint&run_nr=83 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
Run-Program: perl -e 'print "RESULT: " . (%a + %b)'
                      Experiment parameters                      
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ a    │ range │ 5           │ 100         │ float │ No         │
│ b    │ range │ 5           │ 100         │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Post-Generation-Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ a * b >= 10                 │
└─────────────────────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
                                     Failed Jobs parameters                                     
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
               Best RESULT, min (total: 4)                
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ a                 ┃ b                  ┃ RESULT        ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 66.60332857223077 │ 23.666213638087175 │ 90.2695422103 │
└───────────────────┴────────────────────┴───────────────┘
Not printing sixel graphics in CI
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-07 11:35:33 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, Started OmniOpt2 run...
2025-11-07 11:35:33 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, getting new HP set (no sbatch)
2025-11-07 11:35:33 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-07 11:35:33 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, eval #1/1 start                    
2025-11-07 11:35:33 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, starting new job                   
2025-11-07 11:35:33 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, started new job                    
2025-11-07 11:35:42 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, new result: RESULT: 97.297367      
2025-11-07 11:35:44 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, best RESULT: 97.2973670065403, finishing jobs, finished 1 job
2025-11-07 11:35:44 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, best RESULT: 97.2973670065403, getting new HP set (no sbatch)
2025-11-07 11:35:44 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, best RESULT: 97.2973670065403, requested 1 jobs, got 1, 0.06 s/job
2025-11-07 11:35:44 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, best RESULT: 97.2973670065403, eval #1/1 start                    
2025-11-07 11:35:44 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, best RESULT: 97.2973670065403, starting new job                   
2025-11-07 11:35:44 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, best RESULT: 97.2973670065403, started new job                    
2025-11-07 11:35:54 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, best RESULT: 97.2973670065403, new result: RESULT: 113.795921     
2025-11-07 11:35:55 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): SOBOL, best RESULT: 97.2973670065, finishing jobs, finished 1 job        
2025-11-07 11:35:56 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 97.2973670065, getting new HP set (no sbatch)
2025-11-07 11:35:56 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 97.2973670065, requested 1 jobs, got 1, 0.98 s/job
2025-11-07 11:35:57 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 97.2973670065, eval #1/1 start                    
2025-11-07 11:35:57 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 97.2973670065, starting new job                   
2025-11-07 11:35:57 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 97.2973670065, started new job                    
2025-11-07 11:36:06 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 97.2973670065, new result: RESULT: 90.269542      
2025-11-07 11:36:08 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 90.2695422103179, finishing jobs, finished 1 job  
2025-11-07 11:36:09 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 90.2695422103179, getting new HP set (no sbatch)  
2025-11-07 11:36:09 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 90.2695422103179, requested 1 jobs, got 1, 0.77 s/job
2025-11-07 11:36:09 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 90.2695422103179, eval #1/1 start                    
2025-11-07 11:36:09 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 90.2695422103179, starting new job                   
2025-11-07 11:36:09 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 90.2695422103179, started new job                    
2025-11-07 11:36:18 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 90.2695422103179, new result: RESULT: 107.416136     
2025-11-07 11:36:20 (882b10ee-b5c0-4c03-b10a-1aa0661604ac): BOTORCH_MODULAR, best RESULT: 90.2695422103, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.229 │    1 │        0.229 │
│       2 │   0.088 │    1 │        0.088 │
│       3 │   0.085 │    1 │        0.085 │
│       4 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.122 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.488 │      │              │
│     Max │   0.229 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.014 │    1 │        0.014 │
│         2 │   0.064 │    1 │        0.064 │
│         3 │   0.980 │    1 │        0.980 │
│         4 │   0.771 │    1 │        0.771 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.457 │      │              │
│    Median │   0.417 │      │              │
│     Total │   1.829 │      │              │
│       Max │   0.980 │      │              │
│       Min │   0.014 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']]
experiment_name	multiplication_constraint
mem_gb	10
parameter	[['a', 'range', '5', '100', 'float', 'false'], ['b', 'range', '5', '100', 'float', 'false']]
continue_previous_job	None
experiment_constraints	[['YSAqIGIgPj0gMTA=']]
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
exclude	None
main_process_gb	8
max_nr_of_zero_results	50
abbreviate_job_names	False
orchestrator_file	None
checkout_to_latest_tested_version	False
live_share	True
disable_tqdm	False
disable_previous_job_constraint	False
workdir
occ_type	euclid
result_names	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	0
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	False
force_choice_for_ranges	False
max_abandoned_retrial	20
share_password	None
dryrun	False
db_url	None
run_program_once	None
worker_generator_path	None
save_to_database	False
range_max_difference	1000000
skip_search	False
dont_warm_start_refitting	False
refit_on_cv	False
fit_out_of_design	False
fit_abandoned	False
dont_jit_compile	False
num_restarts	20
raw_samples	1024
max_num_of_parallel_sruns	16
no_transform_inputs	False
no_normalize_y	False
transforms	[]
number_of_generators	1
num_parallel_jobs	4
worker_timeout	60
slurm_use_srun	False
time	60
partition	alpha
reservation	None
force_local_execution	False
slurm_signal_delay_s	0
nodes_per_job	1
cpus_per_task	1
account	None
gpus	0
dependency	None
run_mode	local
verbose	False
verbose_break_run_search_table	False
debug	False
flame_graph	False
memray	False
no_sleep	False
tests	False
show_worker_percentage_table_at_end	False
auto_exclude_defective_hosts	False
run_tests_that_fail_on_taurus	False
raise_in_eval	False
show_ram_every_n_seconds	0
show_generation_and_submission_sixel	False
just_return_defaults	False
prettyprint	False
runtime_debug	False
debug_stack_regex
debug_stack_trace_regex	None
show_func_name	False
beartype	False

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1762515329,776.13671875,27.1

`RESULT` (goal: minimize)

Best value: 90.2695422103
Achieved at:
- run_time = 6
- a = 66.603328572231
- b = 23.666213638087

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	90.2695	113.7959	102.1947	9.056	4
a	28.3881	96.8408	61.7628	24.5489	4
b	10.5753	85.4078	40.432	28.2757	4

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-07 11:35:34,014) - Starting with JobEnvironment(job_id=157639, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-07 11:35:34,014) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157639/157639_submitted.pkl
Trial-Index: 0

Parameters: {"a": 55.21883249282837, "b": 42.07853451371193}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (55.21883249282836914062 + 42.07853451371192932129)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762515316.3872209
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762515320.5942206
Last modification: 1762515316.3872209
Hostname: runnervmf2e7y
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (55.21883249282836914062 + 42.07853451371192932129)'
stdout:
 RESULT: 97.2973670065403
stderr was empty
Result: {'RESULT': 97.2973670065403}
Final-results: {'RESULT': 97.2973670065403}
EXIT_CODE: 0
submitit INFO (2025-11-07 11:35:41,734) - Job completed successfully
submitit INFO (2025-11-07 11:35:41,734) - Exiting after successful completion